{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Eaton Method with Seismic Velocity Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {"nbsphinx": "hidden"},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')\n",
    "# for python 2 and 3 compatibility\n",
    "# from builtins import str\n",
    "# try:\n",
    "#     from pathlib import Path\n",
    "# except:\n",
    "#     from pathlib2 import Path\n",
    "#--------------------------------------------\n",
    "import sys\n",
    "ppath = \"../..\"\n",
    "\n",
    "if ppath not in sys.path:\n",
    "    sys.path.append(ppath)\n",
    "#---------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function, division, unicode_literals\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use(['seaborn-paper', 'seaborn-whitegrid'])\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import pygeopressure as ppp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create survey `CUG`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set to the directory on your computer\n",
    "SURVEY_FOLDER = \"M:/CUG_depth\"\n",
    "\n",
    "survey = ppp.Survey(SURVEY_FOLDER)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retrieve well `CUG1`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "well_cug1 = survey.wells['CUG1']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get `a`, `b` from well `CUG1`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = well_cug1.params['nct'][\"a\"]\n",
    "b = well_cug1.params['nct'][\"b\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get `n` from well `CUG1`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = well_cug1.params['n']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retrieve seismic data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "vel_cube = survey.seismics['velocity']\n",
    "obp_cube = survey.seismics['obp_new']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "View velocity section:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x108a3828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_vel, ax_vel = plt.subplots()\n",
    "\n",
    "im = vel_cube.plot(\n",
    "    ppp.InlineIndex(8000), ax_vel, kind='img', cm='gist_rainbow')\n",
    "fig_vel.colorbar(im)\n",
    "fig_vel.set(figwidth=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Pressure Prediction with Eaton method:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "eaton_cube = ppp.eaton_seis(\n",
    "    \"eaton_new\", obp_cube, vel_cube, n=3, \n",
    "    upper=survey.horizons['T16'], lower=survey.horizons['T20'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`eaton_seis` function will automatically optimize the coefficients of Normal Compaction Trend, `a` and `b`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "View calculated pressure:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfa8f9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pygeopressure.basic.vawt import opendtect_seismic_colormap\n",
    "\n",
    "fig_pres, ax_pres = plt.subplots()\n",
    "\n",
    "im = eaton_cube.plot(\n",
    "    ppp.InlineIndex(8000), ax_pres, \n",
    "    kind='img', cm=opendtect_seismic_colormap())\n",
    "\n",
    "fig_pres.colorbar(im)\n",
    "fig_pres.set(figwidth=8)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
